add anonymized training traces (6000 records, 3 families x persistent/stateless)
Browse files- .gitattributes +6 -0
- README.md +77 -0
- data/knapsack/persistent/traces.jsonl +3 -0
- data/knapsack/stateless/traces.jsonl +3 -0
- data/navigation/persistent/traces.jsonl +3 -0
- data/navigation/stateless/traces.jsonl +3 -0
- data/rule_diagnosis/persistent/traces.jsonl +3 -0
- data/rule_diagnosis/stateless/traces.jsonl +3 -0
.gitattributes
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@@ -58,3 +58,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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data/knapsack/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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data/knapsack/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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data/navigation/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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data/navigation/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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data/rule_diagnosis/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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data/rule_diagnosis/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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task_categories:
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- text-generation
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language:
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- en
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tags:
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- code-generation
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- tool-use
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- agent
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- knapsack
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- navigation
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- rule-diagnosis
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- codeact
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- runtime-semantics
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pretty_name: "Training Traces"
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size_categories:
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- 1K<n<10K
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configs:
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- config_name: knapsack_persistent
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data_files:
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- split: train
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path: data/knapsack/persistent/traces.jsonl
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default: true
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- config_name: knapsack_stateless
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data_files:
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- split: train
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path: data/knapsack/stateless/traces.jsonl
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- config_name: navigation_persistent
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data_files:
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- split: train
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path: data/navigation/persistent/traces.jsonl
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- config_name: navigation_stateless
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data_files:
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- split: train
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path: data/navigation/stateless/traces.jsonl
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- config_name: rule_diagnosis_persistent
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data_files:
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- split: train
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path: data/rule_diagnosis/persistent/traces.jsonl
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- config_name: rule_diagnosis_stateless
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data_files:
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- split: train
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path: data/rule_diagnosis/stateless/traces.jsonl
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---
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# Training Traces
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Anonymous supplementary release for a double-blind workshop submission. This dataset
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holds the teacher agent traces used to fine-tune the paper's LoRA adapters (see the
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sibling `cap-sweep-eval-data` release and the ten adapter repos alongside this one).
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6,000 agent traces total (1,000 per family x runtime combination), produced by an LLM
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teacher solving each of the paper's three agentic task families -- Opaque Knapsack,
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navigation, and rule diagnosis -- under two interpreter runtime conditions. Each config
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is a persistent/stateless pair for one family; all six were used to fine-tune the
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correspondingly-named LoRA adapters.
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## Key terms
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- **Persistent runtime**: the Python interpreter keeps all variables alive between
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agent steps. An agent can write `total_weight += w` and it persists to the next turn.
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- **Stateless runtime**: the interpreter resets after every step; nothing carries over
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automatically, so the agent must re-establish any state it needs each turn.
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## Format
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Each line is a `{"messages": [...]}` chat-format record (system / user / assistant /
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tool turns) suitable for direct SFT ingestion. Records include the full CodeAct-style
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system prompt, task prompt, the agent's code blocks and tool outputs (including tool
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exceptions), through to task completion.
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## Provenance
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Released anonymously alongside a NeurIPS workshop submission for reproducibility
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review. Non-anonymous release (paper citation, full code) will follow after the review
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process concludes.
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data/knapsack/persistent/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:9f7a9d72733ca508d70391c06fd028b7a383c81631bb7a171d89d618785e5c75
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size 18153267
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data/knapsack/stateless/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:41a9572dbd0cc44a5a22f7d87c095cffa5e183a7e303ffb2a3e8b7094cfee1da
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size 29986660
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data/navigation/persistent/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:12fe970ab4c342e467817922612e2f2f91c878fd44885d90d378a22f672d2734
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size 20110865
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data/navigation/stateless/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b983b2f151f84161592c0d8206c1a181836ee2c364d8d7caad9bef067d85735b
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size 21988157
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data/rule_diagnosis/persistent/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:db56c2e32db03d7597100dd23656bb7f7933372854733669964294d6737899ab
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size 21614701
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data/rule_diagnosis/stateless/traces.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:fed14840d2cd4747c5c71376543a8e97f9bb1217dfac7ae4735f496b1949a6d7
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size 24424598
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